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Overview
  Induced Fit: A novel method for fast and accurate prediction of ligand induced conformational changes in receptor active sites
Induced Fit is Schrodinger's innovative method for modeling the conformational changes induced by ligand binding. By merging the predictive power of Prime with the docking and scoring capabilities of Glide, Induced Fit is able to predict active site geometries with remarkable success.


Induced Fit

The active site geometry of a protein complex depends heavily upon conformational changes induced by the bound ligand. However, resolving the crystallographic structure of a protein-ligand complex requires a substantial investment of time, and is frequently infeasible or impossible. Schrodinger's Induced Fit protocol solves this problem by using Glide and Prime to exhaustively consider possible binding modes and the associated conformational changes within receptor active sites. The unique procedure allows chemists to quickly predict active site geometries with minimal expense, even for systems as challenging as hERG homology models.

The Induced Fit protocol begins by docking the active ligand with Glide. In order to generate a diverse ensemble of ligand poses, the procedure uses reduced van der Waals radii and an increased Coulomb-vdW cutoff, and can temporarily remove highly flexible side chains during the docking step. For each pose, a Prime structure prediction is then used to accommodate the ligand by reorienting nearby side chains. These residues and the ligand are then minimized. Finally, each ligand is re-docked into its corresponding low energy protein structures and the resulting complexes are ranked according to GlideScore. Accuracy is ensured by Glide's superior scoring function and Prime's advanced conformational refinement.

The Induced Fit methodology has been thoroughly refined in real-world research applications, and is readily used by novice and expert modelers alike. Maestro, the graphical user interface for all Schrodinger software, allows researchers to easily perform Induced Fit simulations and interpret the results. In addition to default settings suitable for a wide range of systems, the Induced Fit interface features advanced options that can be customized to solve more challenging cases. Calculations can be completed in a matter of hours on a desktop machine, or in as few as 30 minutes when distributed across multiple processors.

Top: Glide poses generated with reduced scaling. Middle: Prime refinement. Bottom: The final Induced Fit model is in excellent agreement with the crystal structure.
Top: Glide poses generated with reduced scaling. Middle: Prime refinement. Bottom: The final Induced Fit model is in excellent agreement with the crystal structure.
   Performance
 

The table below illustrates the reliable performance of Schrodinger's Induced Fit protocol:

RMSD of Top-Ranked Poses
Returned by Induced Fit
Target
Receptor
PDB
source of ligand structure
Docking RMSD before Induced Fit (Å)
Ligand RMSD after Induced Fit (Å)
Aldose reductase
2acr
1ah3
6.5
0.9
Antibody DB3
1dba
1dbb
7.6
0.3
CDK2
1buh
1dm2
6.4
1.1
CDK2
1dm2
1aq1
6.2
0.80
CDK2
1aq1
1dm2
0.6
0.80
COX-2 3pgh 1cx2
11.1
1.0
COX-2 1cx2 3pgh
6.6
1.0 (0.51)
Estrogen receptor
1err
3ert
5.3
1.0
Estrogen receptor
3ert
1err
2.3
1.4 (1.01)
Factor Xa
1ksn
1xka
9.3
1.5
Factor Xa2
1xka
1ksn
5.3
1.5
HIV-RT 1rth 1c1c 2.5 1.3
HIV-RT 1c1c 1rth 12.0 2.5
Neuraminidase 1nsc 1a4q 3.9 0.8
Neuraminidase 1a4q 1nsc 1.0 1.7
PPAR - gamma
1fm9
2prg
9.1
1.8 (0.43)
PPAR - gamma
2prg
1fm9
9.8
3.0 (1.54)
Thermolysin
1kr6
1kjo
1.1
1.3
Thermolysin
1kjo
1kr6
3.5
3.2 (1.65)
Thymidine Kinase
1kim
1ki4
4.7
0.4
Thymidine Kinase
1ki4
1kim
0.5
1.2

1 RMSD of 2nd ranked IFD structure, which has nearly identical composite score as the top ranked structure
2 Second round of IFD was performed because nearly isoenergetic structures were returned from the first round
3 RMSD excluding 10 atoms in the partially solvent exposed methyl-2-pyridinylamino tail of the ligand that has atoms with very high B-factors (>60 Å2)
4 RMSD excluding 13 atoms in the partially solvent exposed methylphenyloxazole tail of the ligand
5 RMSD excluding 6 atoms in the symmetric di-carboxylate that are flipped 180° in the IFD structure

The Receptor column lists the rigid receptors into which the ligands of other co-crystallized structures are inducing conformational changes. Prior to treatment with Induced Fit, docking results to the rigid receptor return either no poses or high RMSDs. Ligand poses improve dramatically as Induced Fit accurately predicts the active site geometry.

Validated across a variety of diverse systems, Schrodinger's Induced Fit protocol equips researchers with a highly efficient method for the accurate prediction of protein-ligand interactions.

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